Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	338592
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	321600
Duplicate rows (%)	95.0%
Total size in memory	51.7 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Warnings

Dataset has 321600 (95.0%) duplicate rows	Duplicates
`Ba5Chakukaisu2` has 251384 (74.2%) zeros	Zeros
`Ba5Chakukaisu3` has 247675 (73.1%) zeros	Zeros
`Ba5Chakukaisu4` has 246151 (72.7%) zeros	Zeros
`Ba5Chakukaisu5` has 245320 (72.5%) zeros	Zeros
`Ba5Chakukaisu6` has 85840 (25.4%) zeros	Zeros
`Ba6Chakukaisu1` has 282791 (83.5%) zeros	Zeros
`Ba6Chakukaisu2` has 288404 (85.2%) zeros	Zeros
`Ba6Chakukaisu3` has 286005 (84.5%) zeros	Zeros
`Ba6Chakukaisu4` has 287877 (85.0%) zeros	Zeros
`Ba6Chakukaisu5` has 286365 (84.6%) zeros	Zeros
`Ba6Chakukaisu6` has 152732 (45.1%) zeros	Zeros
`Ba7Chakukaisu1` has 324458 (95.8%) zeros	Zeros
`Ba7Chakukaisu2` has 326718 (96.5%) zeros	Zeros
`Ba7Chakukaisu3` has 326324 (96.4%) zeros	Zeros
`Ba7Chakukaisu4` has 326940 (96.6%) zeros	Zeros
`Ba7Chakukaisu5` has 326522 (96.4%) zeros	Zeros
`Ba7Chakukaisu6` has 302435 (89.3%) zeros	Zeros
`Jyotai1Chakukaisu1` has 238019 (70.3%) zeros	Zeros
`Jyotai1Chakukaisu2` has 243569 (71.9%) zeros	Zeros
`Jyotai1Chakukaisu3` has 236456 (69.8%) zeros	Zeros

Reproduction

Analysis started	2021-04-07 13:18:14.967253
Analysis finished	2021-04-07 13:20:22.048913
Duration	2 minutes and 7.08 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

Ba5Chakukaisu2
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.534333357
Minimum	0
Maximum	17
Zeros	251384
Zeros (%)	74.2%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	17
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.171694658
Coefficient of variation (CV)	2.192815857
Kurtosis	12.03681642
Mean	0.534333357
Median Absolute Deviation (MAD)	0
Skewness	3.049101124
Sum	180921
Variance	1.372868371
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	251384	74.2%
1	42073	12.4%
2	21386	6.3%
3	11188	3.3%
4	5934	1.8%
5	3654	1.1%
6	1660	0.5%
7	602	0.2%
8	366	0.1%
9	179	0.1%
Other values (3)	166	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	251384	74.2%
1	42073	12.4%
2	21386	6.3%
3	11188	3.3%
4	5934	1.8%

Value	Count	Frequency (%)
17	8	< 0.1%
11	77	< 0.1%
10	81	< 0.1%
9	179	0.1%
8	366	0.1%

Ba5Chakukaisu3
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5133848408
Minimum	0
Maximum	11
Zeros	247675
Zeros (%)	73.1%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	11
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.09009669
Coefficient of variation (CV)	2.123351925
Kurtosis	11.36525144
Mean	0.5133848408
Median Absolute Deviation (MAD)	0
Skewness	2.979129338
Sum	173828
Variance	1.188310794
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	247675	73.1%
1	48088	14.2%
2	22079	6.5%
3	10649	3.1%
4	5052	1.5%
5	2766	0.8%
6	1154	0.3%
7	650	0.2%
8	326	0.1%
9	61	< 0.1%
Other values (2)	92	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	247675	73.1%
1	48088	14.2%
2	22079	6.5%
3	10649	3.1%
4	5052	1.5%

Value	Count	Frequency (%)
11	46	< 0.1%
10	46	< 0.1%
9	61	< 0.1%
8	326	0.1%
7	650	0.2%

Ba5Chakukaisu4
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5022032417
Minimum	0
Maximum	11
Zeros	246151
Zeros (%)	72.7%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	11
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.048817657
Coefficient of variation (CV)	2.08843267
Kurtosis	12.26992136
Mean	0.5022032417
Median Absolute Deviation (MAD)	0
Skewness	3.002857325
Sum	170042
Variance	1.100018478
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	246151	72.7%
1	50471	14.9%
2	22523	6.7%
3	10919	3.2%
4	4466	1.3%
5	2234	0.7%
6	885	0.3%
7	549	0.2%
8	137	< 0.1%
9	134	< 0.1%
Other values (2)	123	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	246151	72.7%
1	50471	14.9%
2	22523	6.7%
3	10919	3.2%
4	4466	1.3%

Value	Count	Frequency (%)
11	49	< 0.1%
10	74	< 0.1%
9	134	< 0.1%
8	137	< 0.1%
7	549	0.2%

Ba5Chakukaisu5
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4790514838
Minimum	0
Maximum	12
Zeros	245320
Zeros (%)	72.5%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	12
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9914910578
Coefficient of variation (CV)	2.069696246
Kurtosis	14.68900608
Mean	0.4790514838
Median Absolute Deviation (MAD)	0
Skewness	3.119488554
Sum	162203
Variance	0.9830545176
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	245320	72.5%
1	54452	16.1%
2	21708	6.4%
3	9840	2.9%
4	4317	1.3%
5	1813	0.5%
6	472	0.1%
7	280	0.1%
10	165	< 0.1%
8	141	< 0.1%
Other values (2)	84	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	245320	72.5%
1	54452	16.1%
2	21708	6.4%
3	9840	2.9%
4	4317	1.3%

Value	Count	Frequency (%)
12	52	< 0.1%
10	165	< 0.1%
9	32	< 0.1%
8	141	< 0.1%
7	280	0.1%

Ba5Chakukaisu6
Real number (ℝ_≥0)

ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.420825064
Minimum	0
Maximum	39
Zeros	85840
Zeros (%)	25.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	12
Maximum	39
Range	39
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.249075494
Coefficient of variation (CV)	1.242120078
Kurtosis	6.003360492
Mean	3.420825064
Median Absolute Deviation (MAD)	2
Skewness	2.116971607
Sum	1158264
Variance	18.05464256
Monotocity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	85840	25.4%
1	64126	18.9%
2	44017	13.0%
3	31286	9.2%
4	22673	6.7%
5	17975	5.3%
6	14073	4.2%
7	11129	3.3%
8	9089	2.7%
9	7357	2.2%
Other values (29)	31027	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85840	25.4%
1	64126	18.9%
2	44017	13.0%
3	31286	9.2%
4	22673	6.7%

Value	Count	Frequency (%)
39	7	< 0.1%
38	54	< 0.1%
36	9	< 0.1%
35	12	< 0.1%
34	4	< 0.1%

Ba6Chakukaisu1
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2422354929
Minimum	0
Maximum	7
Zeros	282791
Zeros (%)	83.5%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6405862925
Coefficient of variation (CV)	2.644477426
Kurtosis	14.58611459
Mean	0.2422354929
Median Absolute Deviation (MAD)	0
Skewness	3.437166243
Sum	82019
Variance	0.4103507982
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	282791	83.5%
1	38377	11.3%
2	11202	3.3%
3	4304	1.3%
4	1397	0.4%
5	412	0.1%
6	85	< 0.1%
7	24	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	282791	83.5%
1	38377	11.3%
2	11202	3.3%
3	4304	1.3%
4	1397	0.4%

Value	Count	Frequency (%)
7	24	< 0.1%
6	85	< 0.1%
5	412	0.1%
4	1397	0.4%
3	4304	1.3%

Ba6Chakukaisu2
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2377138267
Minimum	0
Maximum	7
Zeros	288404
Zeros (%)	85.2%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.682069478
Coefficient of variation (CV)	2.869288201
Kurtosis	18.69918408
Mean	0.2377138267
Median Absolute Deviation (MAD)	0
Skewness	3.85608258
Sum	80488
Variance	0.4652187729
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	288404	85.2%
1	31268	9.2%
2	11835	3.5%
3	4306	1.3%
4	1704	0.5%
5	784	0.2%
7	150	< 0.1%
6	141	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	288404	85.2%
1	31268	9.2%
2	11835	3.5%
3	4306	1.3%
4	1704	0.5%

Value	Count	Frequency (%)
7	150	< 0.1%
6	141	< 0.1%
5	784	0.2%
4	1704	0.5%
3	4306	1.3%

Ba6Chakukaisu3
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2293674983
Minimum	0
Maximum	7
Zeros	286005
Zeros (%)	84.5%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6347360106
Coefficient of variation (CV)	2.767331968
Kurtosis	18.17652021
Mean	0.2293674983
Median Absolute Deviation (MAD)	0
Skewness	3.76124781
Sum	77662
Variance	0.4028898032
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	286005	84.5%
1	36220	10.7%
2	10786	3.2%
3	3535	1.0%
4	1252	0.4%
5	512	0.2%
6	277	0.1%
7	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	286005	84.5%
1	36220	10.7%
2	10786	3.2%
3	3535	1.0%
4	1252	0.4%

Value	Count	Frequency (%)
7	5	< 0.1%
6	277	0.1%
5	512	0.2%
4	1252	0.4%
3	3535	1.0%

Ba6Chakukaisu4
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2178728381
Minimum	0
Maximum	9
Zeros	287877
Zeros (%)	85.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.612174413
Coefficient of variation (CV)	2.809778485
Kurtosis	21.30408031
Mean	0.2178728381
Median Absolute Deviation (MAD)	0
Skewness	3.909249369
Sum	73770
Variance	0.374757512
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	287877	85.0%
1	35027	10.3%
2	10948	3.2%
3	3097	0.9%
4	1019	0.3%
5	385	0.1%
6	184	0.1%
8	34	< 0.1%
9	16	< 0.1%
7	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	287877	85.0%
1	35027	10.3%
2	10948	3.2%
3	3097	0.9%
4	1019	0.3%

Value	Count	Frequency (%)
9	16	< 0.1%
8	34	< 0.1%
7	5	< 0.1%
6	184	0.1%
5	385	0.1%

Ba6Chakukaisu5
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2144793734
Minimum	0
Maximum	6
Zeros	286365
Zeros (%)	84.6%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5810614463
Coefficient of variation (CV)	2.709171689
Kurtosis	15.68264032
Mean	0.2144793734
Median Absolute Deviation (MAD)	0
Skewness	3.520284865
Sum	72621
Variance	0.3376324044
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	286365	84.6%
1	37839	11.2%
2	10120	3.0%
3	2959	0.9%
4	950	0.3%
5	289	0.1%
6	70	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	286365	84.6%
1	37839	11.2%
2	10120	3.0%
3	2959	0.9%
4	950	0.3%

Value	Count	Frequency (%)
6	70	< 0.1%
5	289	0.1%
4	950	0.3%
3	2959	0.9%
2	10120	3.0%

Ba6Chakukaisu6
Real number (ℝ_≥0)

ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.595135148
Minimum	0
Maximum	26
Zeros	152732
Zeros (%)	45.1%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	6
Maximum	26
Range	26
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.43569931
Coefficient of variation (CV)	1.526954825
Kurtosis	10.79004687
Mean	1.595135148
Median Absolute Deviation (MAD)	1
Skewness	2.724526415
Sum	540100
Variance	5.932631129
Monotocity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	152732	45.1%
1	71457	21.1%
2	40377	11.9%
3	24442	7.2%
4	15500	4.6%
5	10603	3.1%
6	6691	2.0%
7	4930	1.5%
8	3412	1.0%
9	2420	0.7%
Other values (16)	6028	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	152732	45.1%
1	71457	21.1%
2	40377	11.9%
3	24442	7.2%
4	15500	4.6%

Value	Count	Frequency (%)
26	25	< 0.1%
24	40	< 0.1%
23	19	< 0.1%
22	47	< 0.1%
21	28	< 0.1%

Ba7Chakukaisu1
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06550361497
Minimum	0
Maximum	16
Zeros	324458
Zeros (%)	95.8%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4075979894
Coefficient of variation (CV)	6.222526643
Kurtosis	279.8427778
Mean	0.06550361497
Median Absolute Deviation (MAD)	0
Skewness	12.51499646
Sum	22179
Variance	0.1661361209
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	324458	95.8%
1	9978	2.9%
2	2307	0.7%
3	1063	0.3%
4	271	0.1%
5	244	0.1%
6	123	< 0.1%
7	81	< 0.1%
16	26	< 0.1%
9	18	< 0.1%
Other values (2)	23	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	324458	95.8%
1	9978	2.9%
2	2307	0.7%
3	1063	0.3%
4	271	0.1%

Value	Count	Frequency (%)
16	26	< 0.1%
11	9	< 0.1%
9	18	< 0.1%
8	14	< 0.1%
7	81	< 0.1%

Ba7Chakukaisu2
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06399147056
Minimum	0
Maximum	10
Zeros	326718
Zeros (%)	96.5%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4031328858
Coefficient of variation (CV)	6.299790929
Kurtosis	99.17609468
Mean	0.06399147056
Median Absolute Deviation (MAD)	0
Skewness	8.732895637
Sum	21667
Variance	0.1625161236
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	326718	96.5%
1	6481	1.9%
2	2868	0.8%
3	1403	0.4%
4	650	0.2%
5	327	0.1%
6	94	< 0.1%
9	35	< 0.1%
7	11	< 0.1%
10	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	326718	96.5%
1	6481	1.9%
2	2868	0.8%
3	1403	0.4%
4	650	0.2%

Value	Count	Frequency (%)
10	5	< 0.1%
9	35	< 0.1%
7	11	< 0.1%
6	94	< 0.1%
5	327	0.1%

Ba7Chakukaisu3
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06315860977
Minimum	0
Maximum	10
Zeros	326324
Zeros (%)	96.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4047773911
Coefficient of variation (CV)	6.408902802
Kurtosis	134.1446282
Mean	0.06315860977
Median Absolute Deviation (MAD)	0
Skewness	9.88652454
Sum	21385
Variance	0.1638447364
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	326324	96.4%
1	7314	2.2%
2	2915	0.9%
3	1043	0.3%
4	492	0.1%
5	205	0.1%
7	131	< 0.1%
6	111	< 0.1%
9	34	< 0.1%
10	23	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	326324	96.4%
1	7314	2.2%
2	2915	0.9%
3	1043	0.3%
4	492	0.1%

Value	Count	Frequency (%)
10	23	< 0.1%
9	34	< 0.1%
7	131	< 0.1%
6	111	< 0.1%
5	205	0.1%

Ba7Chakukaisu4
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06070137511
Minimum	0
Maximum	8
Zeros	326940
Zeros (%)	96.6%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3861174302
Coefficient of variation (CV)	6.360933825
Kurtosis	109.6825547
Mean	0.06070137511
Median Absolute Deviation (MAD)	0
Skewness	9.089118458
Sum	20553
Variance	0.1490866699
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	326940	96.6%
1	6476	1.9%
2	2983	0.9%
3	1423	0.4%
4	417	0.1%
5	145	< 0.1%
7	87	< 0.1%
6	64	< 0.1%
8	57	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	326940	96.6%
1	6476	1.9%
2	2983	0.9%
3	1423	0.4%
4	417	0.1%

Value	Count	Frequency (%)
8	57	< 0.1%
7	87	< 0.1%
6	64	< 0.1%
5	145	< 0.1%
4	417	0.1%

Ba7Chakukaisu5
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05775092146
Minimum	0
Maximum	10
Zeros	326522
Zeros (%)	96.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3620669738
Coefficient of variation (CV)	6.269457953
Kurtosis	126.2381017
Mean	0.05775092146
Median Absolute Deviation (MAD)	0
Skewness	9.433875794
Sum	19554
Variance	0.1310924935
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	326522	96.4%
1	7546	2.2%
2	2898	0.9%
3	892	0.3%
4	456	0.1%
6	105	< 0.1%
5	105	< 0.1%
8	30	< 0.1%
7	21	< 0.1%
10	17	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	326522	96.4%
1	7546	2.2%
2	2898	0.9%
3	892	0.3%
4	456	0.1%

Value	Count	Frequency (%)
10	17	< 0.1%
8	30	< 0.1%
7	21	< 0.1%
6	105	< 0.1%
5	105	< 0.1%

Ba7Chakukaisu6
Real number (ℝ_≥0)

ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3751240431
Minimum	0
Maximum	32
Zeros	302435
Zeros (%)	89.3%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	32
Range	32
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.565911663
Coefficient of variation (CV)	4.174383626
Kurtosis	62.69973951
Mean	0.3751240431
Median Absolute Deviation (MAD)	0
Skewness	6.874316099
Sum	127014
Variance	2.452079337
Monotocity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	302435	89.3%
1	10517	3.1%
2	9127	2.7%
3	5338	1.6%
4	2998	0.9%
5	1758	0.5%
6	1401	0.4%
7	1123	0.3%
8	971	0.3%
9	596	0.2%
Other values (16)	2328	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	302435	89.3%
1	10517	3.1%
2	9127	2.7%
3	5338	1.6%
4	2998	0.9%

Value	Count	Frequency (%)
32	1	< 0.1%
27	36	< 0.1%
24	24	< 0.1%
23	17	< 0.1%
21	78	< 0.1%

Jyotai1Chakukaisu1
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6651397552
Minimum	0
Maximum	12
Zeros	238019
Zeros (%)	70.3%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	12
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.286355657
Coefficient of variation (CV)	1.933962971
Kurtosis	5.91353963
Mean	0.6651397552
Median Absolute Deviation (MAD)	0
Skewness	2.333333425
Sum	225211
Variance	1.654710877
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	238019	70.3%
1	42121	12.4%
2	23015	6.8%
3	17449	5.2%
4	10175	3.0%
5	4864	1.4%
6	1668	0.5%
7	850	0.3%
8	255	0.1%
9	89	< 0.1%
Other values (3)	87	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	238019	70.3%
1	42121	12.4%
2	23015	6.8%
3	17449	5.2%
4	10175	3.0%

Value	Count	Frequency (%)
12	7	< 0.1%
11	10	< 0.1%
10	70	< 0.1%
9	89	< 0.1%
8	255	0.1%

Jyotai1Chakukaisu2
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6468256781
Minimum	0
Maximum	14
Zeros	243569
Zeros (%)	71.9%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.341738642
Coefficient of variation (CV)	2.074343501
Kurtosis	8.96039619
Mean	0.6468256781
Median Absolute Deviation (MAD)	0
Skewness	2.73531517
Sum	219010
Variance	1.800262583
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	243569	71.9%
1	40019	11.8%
2	23055	6.8%
3	13948	4.1%
4	8338	2.5%
5	4500	1.3%
6	2864	0.8%
7	1250	0.4%
8	531	0.2%
9	329	0.1%
Other values (2)	189	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	243569	71.9%
1	40019	11.8%
2	23055	6.8%
3	13948	4.1%
4	8338	2.5%

Value	Count	Frequency (%)
14	38	< 0.1%
10	151	< 0.1%
9	329	0.1%
8	531	0.2%
7	1250	0.4%

Jyotai1Chakukaisu3
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6240224223
Minimum	0
Maximum	12
Zeros	236456
Zeros (%)	69.8%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	12
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.229290979
Coefficient of variation (CV)	1.969946808
Kurtosis	8.401265823
Mean	0.6240224223
Median Absolute Deviation (MAD)	0
Skewness	2.636440874
Sum	211289
Variance	1.511156311
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	236456	69.8%
1	49180	14.5%
2	24094	7.1%
3	14442	4.3%
4	7558	2.2%
5	3628	1.1%
6	1538	0.5%
7	973	0.3%
8	428	0.1%
9	198	0.1%
Other values (2)	97	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	236456	69.8%
1	49180	14.5%
2	24094	7.1%
3	14442	4.3%
4	7558	2.2%

Value	Count	Frequency (%)
12	4	< 0.1%
10	93	< 0.1%
9	198	0.1%
8	428	0.1%
7	973	0.3%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Ba5Chakukaisu6	Jyotai1Chakukaisu1	Jyotai1Chakukaisu2	Jyotai1Chakukaisu3
0	1	1	2	0
1	1	1	2	0
2	1	1	2	0
3	1	1	2	0
4	1	3	3	4
5	1	3	3	4
6	1	3	3	4
7	1	3	3	4
8	1	3	3	4
9	1	3	3	4

Last rows

	Ba5Chakukaisu4	Ba5Chakukaisu6	Ba6Chakukaisu1	Ba6Chakukaisu6	Jyotai1Chakukaisu1	Jyotai1Chakukaisu2	Jyotai1Chakukaisu3
338582	0	0	0	0	0	0	1
338583	0	0	0	0	0	0	0
338584	0	1	0	0	0	0	0
338585	0	0	0	0	0	0	0
338586	2	2	1	1	0	0	0
338587	0	0	0	0	0	0	0
338588	0	1	0	0	2	1	2
338589	0	0	0	0	0	0	0
338590	0	1	0	0	0	0	0
338591	0	0	0	0	0	0	0

Most frequent

	Ba5Chakukaisu6	Ba6Chakukaisu6	Jyotai1Chakukaisu3	count
1273	1	0	0	12482
0	0	0	0	11409
2325	2	0	0	7399
1689	1	1	0	5044
617	0	1	0	4596
3050	3	0	0	4080
2543	2	1	0	3637
3456	4	0	0	2272
3142	3	1	0	2124
1	0	0	1	2071

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent

	Ba5Chakukaisu6	Jyotai1Chakukaisu1	Jyotai1Chakukaisu2	Jyotai1Chakukaisu3
0	1	1	2	0
1	1	1	2	0
2	1	1	2	0
3	1	1	2	0
4	1	3	3	4
5	1	3	3	4
6	1	3	3	4
7	1	3	3	4
8	1	3	3	4
9	1	3	3	4

	Ba5Chakukaisu6	Jyotai1Chakukaisu1	Jyotai1Chakukaisu2	Jyotai1Chakukaisu3
0	1	1	2	0
1	1	1	2	0
2	1	1	2	0
3	1	1	2	0
4	1	3	3	4
5	1	3	3	4
6	1	3	3	4
7	1	3	3	4
8	1	3	3	4
9	1	3	3	4

	Ba5Chakukaisu6	Jyotai1Chakukaisu1	Jyotai1Chakukaisu2	Jyotai1Chakukaisu3
0	1	1	2	0
1	1	1	2	0
2	1	1	2	0
3	1	1	2	0
4	1	3	3	4
5	1	3	3	4
6	1	3	3	4
7	1	3	3	4
8	1	3	3	4
9	1	3	3	4